Qwen: Qwen3 32B
qwen/qwen3-32b
Cheapest provider
$0.08 / 1M
DeepInfra
Fastest provider (p95)
—
No throughput data yet — populated as traffic accumulates
Intelligence (composite)
70.9
MMLU-Pro · HumanEval · math · GPQA
Per-provider performance
Latency / throughput / uptime measured across providers over the last 30 minutes of live traffic. Atlas’s router weighs these per call (with the eval-gate signal) when picking a variant for Standard and Batch tiers.
| Provider | Quant | Input $/1M | Output $/1M | Latency p50 / p95 | Throughput p50 / p95 | Uptime 30m | Success |
|---|---|---|---|---|---|---|---|
| DeepInfra | q8· fp8 | $0.0800 | $0.2800 | — | — | 99.94% | — |
| AtlasCloud | q8· fp8 | $0.1000 | $1.2000 | — | — | 100.00% | — |
| Nebius | q8· fp8 | $0.1000 | $0.3000 | — | — | 100.00% | — |
| Novita | q8· fp8 | $0.1000 | $0.4500 | — | — | 87.17% | — |
| Alibaba | undisclosed | $0.1040 | $0.4160 | — | — | 100.00% | — |
| SiliconFlow | q8· fp8 | $0.1400 | $0.5700 | — | — | 83.85% | — |
| Groq | undisclosed | $0.2900 | $0.5900 | — | — | 100.00% | — |
“—” means live telemetry hasn’t accumulated enough recent traffic for that endpoint. “undisclosed” means the provider serves the model but doesn’t expose the quantization label (typically running fp8 / int8 internally).
Intelligence breakdown
Composite score is a weighted average of public benchmarks (30% MMLU-Pro, 25% code pass@1, 25% math, 20% GPQA). Numbers come from model cards and the Artificial Analysis intelligence harness; missing components are renormalised over what’s present.
MMLU-Pro
—
broad reasoning
Code
—
pass@1 (HumanEval / LiveCodeBench)
AIME 2025
72.9
math accuracy
GPQA Diamond
68.4
hard reasoning
Source: Qwen3-32B (GPQA-Diamond 68.4, AIME25 72.9); DeepSeek-R1-0528 model card comparison table
How Atlas routes Qwen: Qwen3 32B
- Realtime tier — direct passthrough at the upstream’s native precision. Best for hard latency / quality guarantees.
- Standard tier — Atlas picks the cheapest provider variant whose quantization has stayed green on your operation’s eval gates. For Qwen: Qwen3 32B that’s currently DeepInfra at $0.08/1M.
- Batch tier — async, biggest discount. Roadmapped to use provider batch APIs (OpenAI / Anthropic) where available and queued spot capacity for open-weight workloads.